Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "145"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 145 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 130 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 128 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 145, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459947 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.171377 1.351554 -0.387551 5.323476 -0.051742 11.336450 0.156477 0.780370 0.7023 0.6529 0.3635 nan nan
2459946 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.969399 3.363970 -0.595837 3.809687 0.492085 5.245300 0.484222 0.532273 0.6699 0.6437 0.3870 nan nan
2459945 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.905883 3.721052 -0.530169 4.099721 -0.133488 8.856631 -0.174002 0.634197 0.6763 0.6434 0.3900 nan nan
2459944 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.859220 3.649133 -0.350385 4.605024 -0.542661 12.505009 -0.396044 0.599208 0.6784 0.6416 0.3911 nan nan
2459943 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.977758 3.618678 -0.337683 5.439577 -0.505665 13.665911 -0.375466 0.039288 0.6784 0.6294 0.4023 nan nan
2459942 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.299871 5.015233 -0.474367 4.966051 -0.343013 16.569936 0.147031 0.245611 0.6861 0.6379 0.3808 nan nan
2459941 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.210907 1.587307 -0.509361 4.344833 -0.033893 13.013063 -0.297442 1.261696 0.6673 0.6402 0.4009 nan nan
2459940 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.075577 1.078445 -0.462305 4.772900 -0.414751 14.138415 0.122322 2.541379 0.6743 0.6407 0.4023 nan nan
2459939 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.259764 1.578388 -0.424540 4.884799 0.012014 12.137696 -0.155584 0.374107 0.6767 0.6375 0.4031 nan nan
2459938 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.988404 1.617237 -0.490179 5.403680 0.164922 9.009591 0.243047 0.534066 0.6744 0.6345 0.3967 nan nan
2459937 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.266630 1.243957 -0.449286 4.499365 -0.254677 9.161246 0.114122 2.490055 0.6956 0.6779 0.3511 nan nan
2459936 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.091023 0.480462 -0.448454 4.464345 -0.178128 10.785836 0.396830 4.097092 0.8174 0.8045 0.1773 nan nan
2459935 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.120999 1.364579 -0.700653 4.323004 -0.318103 9.718340 0.174343 0.999444 0.6777 0.6521 0.3994 nan nan
2459934 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.668894 2.623078 -0.643136 4.971972 -0.949938 13.002514 0.273621 0.997391 0.6823 0.6503 0.4031 nan nan
2459933 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.400807 2.049296 -0.724326 5.123322 -0.529880 12.559047 0.410733 0.718919 0.6834 0.6551 0.4035 nan nan
2459932 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.279628 2.258186 -0.647379 5.738639 1.186020 2.474871 0.179276 1.157012 0.6238 0.5866 0.3616 nan nan
2459931 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.615180 2.142264 -0.561070 5.779980 -0.920476 8.239870 0.087506 -0.081511 0.6923 0.6578 0.3969 nan nan
2459930 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.436900 1.805347 -0.437071 5.142783 -0.554536 8.367529 0.012371 -0.049528 0.6896 0.6559 0.4030 nan nan
2459929 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.894507 2.821216 -0.124801 5.461159 -0.027942 5.247637 0.351172 5.697337 0.8042 0.7782 0.1919 nan nan
2459928 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.182724 0.629622 -0.570130 4.538795 -0.167903 4.366826 0.078505 0.401997 0.6746 0.6568 0.3864 nan nan
2459927 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459926 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.848535 0.758064 -0.142564 3.736827 -0.115562 6.778295 -0.001516 4.015788 0.8127 0.8095 0.1840 nan nan
2459925 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.779796 0.198070 -0.437012 5.293670 -0.587728 16.638998 0.305031 2.862877 0.7900 0.7539 0.2205 nan nan
2459924 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.332197 0.537707 -0.326693 6.130368 0.103969 3.111312 -0.493035 2.494791 0.6977 0.6642 0.3714 nan nan
2459923 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.466515 0.056768 -0.425287 4.677023 -0.503444 10.315611 0.012534 5.318440 0.7366 0.7193 0.3316 nan nan
2459922 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.297094 11.916352 7.446414 8.116467 9.910287 10.047310 0.513567 2.645324 0.0256 0.0249 0.0012 nan nan
2459921 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.315098 10.768074 8.243099 9.361485 11.388536 11.362585 0.219710 2.861523 0.0255 0.0249 0.0014 nan nan
2459920 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459919 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.138118 1.639333 -0.323649 5.310935 -0.107224 0.722110 0.496721 0.921571 0.6810 0.6361 0.3997 nan nan
2459918 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.374735 1.959131 -0.447312 5.235606 -0.518235 7.203206 0.457468 0.692849 0.6903 0.6488 0.4053 nan nan
2459917 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.157591 0.786146 -0.290673 4.992481 2.490080 25.382843 0.134419 0.590497 0.7198 0.6884 0.4560 nan nan
2459916 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.065325 1.597898 -0.161307 5.697089 0.143956 8.348726 0.219577 0.624670 0.6888 0.6451 0.4099 nan nan
2459915 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.360662 0.736170 -0.318344 5.379313 -0.626959 15.184435 -0.081124 1.189357 0.7292 0.6999 0.3535 nan nan
2459914 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.478898 0.859359 -0.514957 5.300403 -0.410305 13.991791 0.300790 3.871581 0.7487 0.7320 0.2982 nan nan
2459913 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.176995 1.212055 -0.484696 4.332601 0.000304 12.515963 0.460054 0.876886 0.7125 0.6779 0.4005 nan nan
2459912 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.231886 1.221054 -0.510831 4.705533 -0.402868 14.111446 -0.210814 2.132694 0.6849 0.6587 0.4044 nan nan
2459911 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.280558 1.439476 -0.357491 5.597804 -0.080014 4.708136 -0.097011 0.269927 0.6817 0.6436 0.4129 nan nan
2459910 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.111139 2.027789 -0.287132 5.970478 -0.303406 13.554015 -0.314967 0.307350 0.6851 0.6343 0.4144 nan nan
2459909 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.173249 2.127766 -0.320529 5.897423 -0.374651 10.040543 0.122580 0.533800 0.6831 0.6310 0.4152 nan nan
2459908 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.220291 2.401379 -0.236784 5.967939 0.541163 13.514522 0.135543 0.671139 0.6890 0.6293 0.4174 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.146948 2.594312 -0.428771 6.493747 -0.109789 18.283627 -0.159051 0.953222 0.6868 0.6205 0.4169 nan nan
2459906 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.224253 2.463289 -0.586321 6.341510 -0.511372 14.506363 0.533357 1.863732 0.6777 0.6302 0.4112 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.199990 1.627408 -0.690549 5.573219 -0.449182 14.710911 0.253463 0.562029 0.6683 0.6369 0.4103 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.264166 2.192483 -0.562679 6.627019 -0.128422 12.758338 0.969468 1.881097 0.6697 0.6285 0.4057 nan nan
2459903 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.128749 2.858909 -0.448728 7.377188 0.644292 16.602506 0.887379 2.880010 0.6762 0.5971 0.4252 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.265417 3.175593 -0.716182 7.144147 -0.177953 20.849707 0.245144 0.578633 0.6817 0.6104 0.4119 nan nan
2459901 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.283577 2.894671 -0.563471 6.376707 0.018380 18.119662 -0.119713 1.062322 0.6695 0.6057 0.4272 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.218543 2.345066 -0.565018 6.433977 1.630387 17.112047 -0.158258 2.077404 0.6384 0.5957 0.3513 nan nan
2459898 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.204058 1.914306 -0.550899 6.356678 1.527521 17.940288 0.512601 3.490714 0.6828 0.6236 0.4154 nan nan
2459897 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.080691 2.013236 -0.641659 6.462420 0.486866 18.308714 0.119600 1.487419 0.0977 0.1255 0.0490 nan nan
2459896 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.165292 2.389089 -0.632870 7.062307 1.173860 28.530391 -0.083396 0.662676 0.0959 0.1194 0.0485 nan nan
2459895 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.367757 1.010433 -0.794820 6.911587 -0.936273 5.319509 0.114957 5.750647 0.1067 0.1281 0.0278 nan nan
2459894 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -1.507610 1.550197 -0.783084 5.150968 -1.089096 6.695868 -0.115915 0.099012 0.0993 0.1228 0.0443 nan nan
2459893 RF_maintenance 100.00% 38.49% 38.49% 0.00% - - -1.242617 2.619621 -0.579407 6.244653 2.545190 15.480541 1.009178 2.562080 0.4832 0.4576 0.2666 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.288866 2.558393 -0.556333 7.360159 1.880403 20.882873 -0.048077 1.116331 0.6920 0.6259 0.4074 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.136259 2.036867 -0.761043 6.844771 2.268282 15.074731 0.206057 2.038483 0.6861 0.6359 0.4055 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.424644 1.019190 -0.827164 7.062189 -0.919159 11.314030 -0.255252 -0.243309 0.6894 0.6504 0.3991 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.423460 2.166612 -0.807554 6.447338 2.099596 15.445106 0.170920 1.717242 0.6956 0.6413 0.4000 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.258516 2.480730 -0.382270 8.430677 2.513290 16.036604 -0.427783 0.844253 0.7114 0.6445 0.3949 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.255950 3.396621 0.715900 8.896650 1.784788 7.561690 -0.111246 0.784252 0.6927 0.6051 0.4181 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.190452 4.796866 0.633009 8.311354 2.199775 2.862598 1.307316 5.190615 0.7785 0.6732 0.3529 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.125685 4.805676 -0.638863 41.357180 1.781412 25.333687 0.179535 4.686241 0.7469 0.6709 0.3541 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.289077 2.636058 -0.429180 8.585463 3.182013 18.816031 -0.179142 0.657720 0.6963 0.5941 0.4221 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.720332 4.529835 -1.062022 39.068189 3.659093 22.127145 0.875758 2.967531 0.6986 0.6046 0.4084 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.657911 5.329696 0.659390 35.359567 -0.303498 17.250670 0.235187 0.634373 0.7025 0.6516 0.3853 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.420039 3.266442 -0.658535 42.949093 1.515822 31.129946 2.105246 9.901978 0.7351 0.6930 0.3335 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.848651 4.267133 -0.975560 39.118765 2.509567 23.166445 0.096937 0.955477 0.6945 0.6132 0.4107 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.992607 1.762277 -0.045727 7.632874 0.975304 13.949751 0.951879 2.298661 0.6780 0.5911 0.4322 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.556693 4.271769 0.210743 46.843816 9.137697 31.433387 0.712548 4.461783 0.6816 0.6156 0.4194 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.641282 5.777064 0.728805 35.931553 8.415702 12.733859 0.874373 3.368253 0.7003 0.6039 0.4117 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.285268 3.363210 1.872756 38.089531 2.348009 19.410308 -0.104608 1.845440 0.7113 0.6707 0.4015 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.431548 6.665468 -0.167261 22.891403 6.185049 31.760531 0.996059 3.186097 0.6958 0.6034 0.4063 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.053629 2.423407 1.018837 22.402489 2.305900 22.670854 -0.470460 0.800237 0.7099 0.6467 0.3893 nan nan
2459872 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -2.048935 3.293275 1.513506 30.780550 5.234541 11.163776 0.603257 1.236474 0.0618 0.0837 0.0087 nan nan
2459871 RF_maintenance 100.00% 50.38% 50.38% 0.00% - - -1.853336 2.662408 1.099649 34.734168 3.044203 22.863050 0.114518 0.018239 0.3895 0.3535 0.1771 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.249347 5.493381 -0.269622 30.540090 14.311064 42.298142 1.940210 4.549798 0.7152 0.6173 0.4000 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.884007 6.072281 -0.598863 33.778296 8.092809 12.551133 0.490580 1.938450 0.7247 0.6315 0.3928 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -2.129127 3.813391 0.413327 37.347730 3.075640 19.319958 0.779226 2.169530 0.7070 0.6428 0.4002 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.510837 1.832691 0.063339 25.329590 5.716580 19.644125 0.493576 1.296976 0.7179 0.6601 0.3990 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.853986 1.929141 -0.501026 22.884550 7.783273 38.605682 0.183482 1.041940 0.7166 0.6612 0.3909 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -1.624774 1.235267 19.828902 16.760337 -0.274060 27.841576 3.710749 2.733722 0.7320 0.6980 0.3664 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.503634 2.347678 23.316980 5.545129 3.824460 15.977444 -4.799643 4.185467 0.7126 0.6786 0.4014 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.957114 0.308628 3.808848 1.175759 0.298092 20.194279 -3.179623 2.385544 0.7099 0.6786 0.3927 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.693468 0.763715 28.036900 1.542576 6.171039 14.614578 -1.643091 0.127474 0.0620 0.0600 0.0111 nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.692752 -0.193782 2.426712 1.028843 -0.742770 14.296566 -3.284089 2.527686 0.0617 0.0596 0.0114 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.869032 0.157684 21.043202 2.175401 6.979349 17.075770 -2.204750 0.396069 0.7253 0.6901 0.3989 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.655465 -0.264339 2.559757 0.632851 -0.311848 10.227307 -2.427630 -0.197247 0.7288 0.6988 0.3922 nan nan
2459858 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.539761 12.063600 9.264320 10.032058 2.350958 2.993512 2.092090 3.714580 0.0344 0.0277 0.0042 1.219724 1.216986
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.107126 6.071319 1.639998 1.664279 0.708562 2.167885 6.089194 10.288762 0.0243 0.0237 0.0005 nan nan
2459856 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.717493 18.435981 23.391618 24.703677 6.754173 12.379639 2.752020 5.159782 0.0355 0.0295 0.0038 1.245077 1.229050
2459855 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.513840 18.131662 24.447338 25.574905 2.694104 4.308249 1.200057 2.022831 0.0349 0.0276 0.0049 1.253692 1.254401
2459854 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.527247 16.539790 18.729190 19.518094 3.820704 4.254613 3.666695 5.547847 0.0357 0.0276 0.0050 1.311821 1.310610
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.797400 16.141653 25.440133 27.072548 7.129205 11.101348 3.615199 5.600732 0.0370 0.0281 0.0058 1.272970 1.262842
2459852 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.543759 17.335743 26.246330 28.235116 15.691383 19.884723 16.796230 16.625922 0.0316 0.0277 0.0027 1.254643 1.246249
2459851 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.810431 21.412030 26.943668 30.238637 21.555024 43.568945 13.681489 22.617809 0.0604 0.0335 0.0179 0.000000 0.000000
2459850 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.173878 19.038820 23.284110 25.171929 10.331014 19.879524 6.810414 18.552326 0.0323 0.0262 0.0029 1.254739 1.248092
2459849 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.269858 17.545133 46.992663 49.779175 7.143886 13.020862 3.932110 7.943867 0.0332 0.0269 0.0040 1.306239 1.311177
2459848 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.950043 15.716444 30.190289 32.483180 14.349885 21.910181 3.021592 5.438007 0.0332 0.0273 0.0035 1.287024 1.286307
2459847 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.063976 18.236603 28.173262 30.644869 21.839717 28.289154 1.248805 2.319988 0.0306 0.0261 0.0029 1.428119 1.397187
2459846 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.598044 26.921482 34.110751 35.623202 21.700307 21.054441 4.910120 5.170811 0.0303 0.0262 0.0028 1.105052 1.102850
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.591885 20.063396 39.973771 41.970501 10.160841 16.701029 2.110989 3.212976 0.0392 0.0293 0.0063 1.288063 1.197049
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.943248 14.745030 7.173619 8.772988 2.387549 5.226332 9.297327 15.299309 0.0242 0.0235 0.0006 nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.409762 20.303096 19.421440 20.735284 64.435477 71.027872 1.810740 3.783885 0.0359 0.0280 0.0052 0.000000 0.000000
2459842 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.768083 13.878954 8.973454 10.093885 -0.065386 -0.497074 0.897022 2.099702 0.0318 0.0261 0.0040 1.314942 1.277419
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.873199 15.038851 5.006531 5.982598 2.882556 9.044397 6.230954 11.919863 0.0243 0.0234 0.0008 nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 138.974675 248.321622 82.641541 63.090882 834.849376 436.648437 1895.115839 960.565159 0.0174 0.0164 0.0009 nan nan
2459839 RF_maintenance 100.00% - - - - - -0.082782 -0.185277 0.692518 0.761510 2.436369 2.611578 7.314513 12.063041 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.708610 20.188742 22.699934 24.182163 19.987524 29.936743 1.747508 3.022445 0.0353 0.0347 -0.0008 1.668073 1.614956
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0359 0.0367 0.0014 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.236223 2.540156 2.417118 2.871184 0.005665 1.013407 0.453573 1.422648 0.0368 0.0391 0.0014 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.281541 5.548642 3.569437 3.883585 3.470413 3.949889 8.665463 15.031987 0.0304 0.0280 0.0014 nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.719707 36.051376 25.373934 26.502639 14.000491 11.681720 2.629450 3.708079 0.0338 0.0334 -0.0001 1.415884 1.393583
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - -0.430564 -0.075764 0.482342 0.707301 1.221098 1.594579 5.098963 9.330118 0.0302 0.0269 0.0022 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.108987 35.195940 36.142477 37.661930 39.959586 36.055827 5.803271 7.890274 0.0327 0.0336 -0.0003 1.465677 1.455725
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.973045 33.880626 29.486145 30.728641 28.960016 32.126804 7.732048 10.585756 0.0354 0.0360 -0.0002 0.000000 0.000000
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.812805 28.551124 31.736176 32.793893 36.741558 33.282099 12.320504 15.776048 0.0352 0.0361 -0.0002 0.000000 0.000000
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.787587 26.357786 35.830248 37.477815 24.717795 26.295294 1.205963 2.058728 0.0328 0.0329 -0.0005 0.000000 0.000000
2459826 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.104239 26.268427 40.098552 41.295345 49.069550 45.268313 8.031363 9.568767 0.0347 0.0358 -0.0005 0.000000 0.000000
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.909271 28.688939 32.099714 33.120493 30.887450 29.005885 5.932486 6.099743 0.0346 0.0360 -0.0002 0.000000 0.000000
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.999920 19.494547 25.670322 26.915124 14.132546 21.613482 7.748650 8.739996 0.0330 0.0336 -0.0004 0.000000 0.000000
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.855238 24.998723 47.569887 48.813595 34.491916 35.959935 29.561307 33.568126 0.0320 0.0326 -0.0006 0.000000 0.000000
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.910411 26.400676 43.597711 44.878161 30.912088 29.573381 1.211334 1.433994 0.0337 0.0343 -0.0006 1.301422 1.320840
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.043631 28.462165 44.737825 45.797061 27.774969 27.513469 0.873715 1.260107 0.0335 0.0344 -0.0007 0.862240 0.859971
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.852123 25.536558 35.812566 37.406924 66.725835 69.528261 4.851205 7.035820 0.0395 0.0391 -0.0005 1.414828 1.439934
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.398527 24.272150 43.373229 44.360800 36.556973 36.764641 4.280948 4.647267 0.0364 0.0392 -0.0002 1.551477 1.630526
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.680370 20.588121 43.558438 45.239475 46.797922 45.128690 7.736229 10.434667 0.0354 0.0368 -0.0004 1.542492 1.600009
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.204027 22.718451 47.408158 48.682536 47.690563 47.853808 10.631553 14.565946 0.0349 0.0369 -0.0003 1.492571 1.496470
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.710913 31.539008 29.894233 30.843584 84.071126 85.375811 8.408665 11.261623 0.0356 0.0382 0.0000 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 145: 2459947

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 11.336450 1.351554 -1.171377 5.323476 -0.387551 11.336450 -0.051742 0.780370 0.156477

Antenna 145: 2459946

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 5.245300 3.363970 -0.969399 3.809687 -0.595837 5.245300 0.492085 0.532273 0.484222

Antenna 145: 2459945

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 8.856631 3.721052 -0.905883 4.099721 -0.530169 8.856631 -0.133488 0.634197 -0.174002

Antenna 145: 2459944

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 12.505009 -0.859220 3.649133 -0.350385 4.605024 -0.542661 12.505009 -0.396044 0.599208

Antenna 145: 2459943

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.665911 3.618678 -0.977758 5.439577 -0.337683 13.665911 -0.505665 0.039288 -0.375466

Antenna 145: 2459942

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 16.569936 5.015233 -1.299871 4.966051 -0.474367 16.569936 -0.343013 0.245611 0.147031

Antenna 145: 2459941

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.013063 1.587307 -1.210907 4.344833 -0.509361 13.013063 -0.033893 1.261696 -0.297442

Antenna 145: 2459940

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 14.138415 1.078445 -1.075577 4.772900 -0.462305 14.138415 -0.414751 2.541379 0.122322

Antenna 145: 2459939

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 12.137696 1.578388 -1.259764 4.884799 -0.424540 12.137696 0.012014 0.374107 -0.155584

Antenna 145: 2459938

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 9.009591 1.617237 -0.988404 5.403680 -0.490179 9.009591 0.164922 0.534066 0.243047

Antenna 145: 2459937

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 9.161246 -1.266630 1.243957 -0.449286 4.499365 -0.254677 9.161246 0.114122 2.490055

Antenna 145: 2459936

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 10.785836 -1.091023 0.480462 -0.448454 4.464345 -0.178128 10.785836 0.396830 4.097092

Antenna 145: 2459935

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 9.718340 1.364579 -1.120999 4.323004 -0.700653 9.718340 -0.318103 0.999444 0.174343

Antenna 145: 2459934

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.002514 -1.668894 2.623078 -0.643136 4.971972 -0.949938 13.002514 0.273621 0.997391

Antenna 145: 2459933

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 12.559047 2.049296 -1.400807 5.123322 -0.724326 12.559047 -0.529880 0.718919 0.410733

Antenna 145: 2459932

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 5.738639 2.258186 -1.279628 5.738639 -0.647379 2.474871 1.186020 1.157012 0.179276

Antenna 145: 2459931

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 8.239870 -1.615180 2.142264 -0.561070 5.779980 -0.920476 8.239870 0.087506 -0.081511

Antenna 145: 2459930

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 8.367529 -1.436900 1.805347 -0.437071 5.142783 -0.554536 8.367529 0.012371 -0.049528

Antenna 145: 2459929

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 5.697337 2.821216 -0.894507 5.461159 -0.124801 5.247637 -0.027942 5.697337 0.351172

Antenna 145: 2459928

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 4.538795 0.629622 -1.182724 4.538795 -0.570130 4.366826 -0.167903 0.401997 0.078505

Antenna 145: 2459927

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 145: 2459926

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 6.778295 0.758064 -0.848535 3.736827 -0.142564 6.778295 -0.115562 4.015788 -0.001516

Antenna 145: 2459925

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 16.638998 -0.779796 0.198070 -0.437012 5.293670 -0.587728 16.638998 0.305031 2.862877

Antenna 145: 2459924

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 6.130368 -1.332197 0.537707 -0.326693 6.130368 0.103969 3.111312 -0.493035 2.494791

Antenna 145: 2459923

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 10.315611 0.056768 -1.466515 4.677023 -0.425287 10.315611 -0.503444 5.318440 0.012534

Antenna 145: 2459922

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 11.916352 11.916352 10.297094 8.116467 7.446414 10.047310 9.910287 2.645324 0.513567

Antenna 145: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Temporal Variability 11.388536 9.315098 10.768074 8.243099 9.361485 11.388536 11.362585 0.219710 2.861523

Antenna 145: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 145: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 5.310935 -1.138118 1.639333 -0.323649 5.310935 -0.107224 0.722110 0.496721 0.921571

Antenna 145: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 7.203206 1.959131 -1.374735 5.235606 -0.447312 7.203206 -0.518235 0.692849 0.457468

Antenna 145: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 25.382843 0.786146 -1.157591 4.992481 -0.290673 25.382843 2.490080 0.590497 0.134419

Antenna 145: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 8.348726 -1.065325 1.597898 -0.161307 5.697089 0.143956 8.348726 0.219577 0.624670

Antenna 145: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 15.184435 -1.360662 0.736170 -0.318344 5.379313 -0.626959 15.184435 -0.081124 1.189357

Antenna 145: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.991791 -1.478898 0.859359 -0.514957 5.300403 -0.410305 13.991791 0.300790 3.871581

Antenna 145: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 12.515963 1.212055 -1.176995 4.332601 -0.484696 12.515963 0.000304 0.876886 0.460054

Antenna 145: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 14.111446 1.221054 -1.231886 4.705533 -0.510831 14.111446 -0.402868 2.132694 -0.210814

Antenna 145: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 5.597804 1.439476 -1.280558 5.597804 -0.357491 4.708136 -0.080014 0.269927 -0.097011

Antenna 145: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.554015 2.027789 -1.111139 5.970478 -0.287132 13.554015 -0.303406 0.307350 -0.314967

Antenna 145: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 10.040543 2.127766 -1.173249 5.897423 -0.320529 10.040543 -0.374651 0.533800 0.122580

Antenna 145: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.514522 -1.220291 2.401379 -0.236784 5.967939 0.541163 13.514522 0.135543 0.671139

Antenna 145: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 18.283627 2.594312 -1.146948 6.493747 -0.428771 18.283627 -0.109789 0.953222 -0.159051

Antenna 145: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 14.506363 2.463289 -1.224253 6.341510 -0.586321 14.506363 -0.511372 1.863732 0.533357

Antenna 145: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 14.710911 1.627408 -1.199990 5.573219 -0.690549 14.710911 -0.449182 0.562029 0.253463

Antenna 145: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 12.758338 2.192483 -1.264166 6.627019 -0.562679 12.758338 -0.128422 1.881097 0.969468

Antenna 145: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 16.602506 2.858909 -1.128749 7.377188 -0.448728 16.602506 0.644292 2.880010 0.887379

Antenna 145: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 20.849707 -1.265417 3.175593 -0.716182 7.144147 -0.177953 20.849707 0.245144 0.578633

Antenna 145: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 18.119662 -1.283577 2.894671 -0.563471 6.376707 0.018380 18.119662 -0.119713 1.062322

Antenna 145: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 17.112047 -1.218543 2.345066 -0.565018 6.433977 1.630387 17.112047 -0.158258 2.077404

Antenna 145: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 17.940288 1.914306 -1.204058 6.356678 -0.550899 17.940288 1.527521 3.490714 0.512601

Antenna 145: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 18.308714 2.013236 -1.080691 6.462420 -0.641659 18.308714 0.486866 1.487419 0.119600

Antenna 145: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 28.530391 2.389089 -1.165292 7.062307 -0.632870 28.530391 1.173860 0.662676 -0.083396

Antenna 145: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 6.911587 -1.367757 1.010433 -0.794820 6.911587 -0.936273 5.319509 0.114957 5.750647

Antenna 145: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 6.695868 1.550197 -1.507610 5.150968 -0.783084 6.695868 -1.089096 0.099012 -0.115915

Antenna 145: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 15.480541 -1.242617 2.619621 -0.579407 6.244653 2.545190 15.480541 1.009178 2.562080

Antenna 145: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 20.882873 2.558393 -1.288866 7.360159 -0.556333 20.882873 1.880403 1.116331 -0.048077

Antenna 145: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 15.074731 -1.136259 2.036867 -0.761043 6.844771 2.268282 15.074731 0.206057 2.038483

Antenna 145: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 11.314030 1.019190 -1.424644 7.062189 -0.827164 11.314030 -0.919159 -0.243309 -0.255252

Antenna 145: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 15.445106 -1.423460 2.166612 -0.807554 6.447338 2.099596 15.445106 0.170920 1.717242

Antenna 145: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 16.036604 2.480730 -1.258516 8.430677 -0.382270 16.036604 2.513290 0.844253 -0.427783

Antenna 145: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 8.896650 3.396621 -1.255950 8.896650 0.715900 7.561690 1.784788 0.784252 -0.111246

Antenna 145: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 8.311354 -1.190452 4.796866 0.633009 8.311354 2.199775 2.862598 1.307316 5.190615

Antenna 145: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 41.357180 4.805676 -2.125685 41.357180 -0.638863 25.333687 1.781412 4.686241 0.179535

Antenna 145: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 18.816031 2.636058 -1.289077 8.585463 -0.429180 18.816031 3.182013 0.657720 -0.179142

Antenna 145: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 39.068189 4.529835 -1.720332 39.068189 -1.062022 22.127145 3.659093 2.967531 0.875758

Antenna 145: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 35.359567 5.329696 -2.657911 35.359567 0.659390 17.250670 -0.303498 0.634373 0.235187

Antenna 145: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 42.949093 3.266442 -1.420039 42.949093 -0.658535 31.129946 1.515822 9.901978 2.105246

Antenna 145: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 39.118765 4.267133 -1.848651 39.118765 -0.975560 23.166445 2.509567 0.955477 0.096937

Antenna 145: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 13.949751 1.762277 -0.992607 7.632874 -0.045727 13.949751 0.975304 2.298661 0.951879

Antenna 145: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 46.843816 4.271769 -1.556693 46.843816 0.210743 31.433387 9.137697 4.461783 0.712548

Antenna 145: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 35.931553 -1.641282 5.777064 0.728805 35.931553 8.415702 12.733859 0.874373 3.368253

Antenna 145: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 38.089531 -2.285268 3.363210 1.872756 38.089531 2.348009 19.410308 -0.104608 1.845440

Antenna 145: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 31.760531 -2.431548 6.665468 -0.167261 22.891403 6.185049 31.760531 0.996059 3.186097

Antenna 145: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 22.670854 -2.053629 2.423407 1.018837 22.402489 2.305900 22.670854 -0.470460 0.800237

Antenna 145: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 30.780550 3.293275 -2.048935 30.780550 1.513506 11.163776 5.234541 1.236474 0.603257

Antenna 145: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 34.734168 2.662408 -1.853336 34.734168 1.099649 22.863050 3.044203 0.018239 0.114518

Antenna 145: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 42.298142 -2.249347 5.493381 -0.269622 30.540090 14.311064 42.298142 1.940210 4.549798

Antenna 145: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 33.778296 -1.884007 6.072281 -0.598863 33.778296 8.092809 12.551133 0.490580 1.938450

Antenna 145: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 37.347730 -2.129127 3.813391 0.413327 37.347730 3.075640 19.319958 0.779226 2.169530

Antenna 145: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 25.329590 -1.510837 1.832691 0.063339 25.329590 5.716580 19.644125 0.493576 1.296976

Antenna 145: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 38.605682 1.929141 -1.853986 22.884550 -0.501026 38.605682 7.783273 1.041940 0.183482

Antenna 145: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 27.841576 -1.624774 1.235267 19.828902 16.760337 -0.274060 27.841576 3.710749 2.733722

Antenna 145: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Power 23.316980 2.347678 6.503634 5.545129 23.316980 15.977444 3.824460 4.185467 -4.799643

Antenna 145: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 20.194279 3.957114 0.308628 3.808848 1.175759 0.298092 20.194279 -3.179623 2.385544

Antenna 145: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Power 28.036900 5.693468 0.763715 28.036900 1.542576 6.171039 14.614578 -1.643091 0.127474

Antenna 145: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 14.296566 -0.193782 2.692752 1.028843 2.426712 14.296566 -0.742770 2.527686 -3.284089

Antenna 145: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance ee Power 21.043202 3.869032 0.157684 21.043202 2.175401 6.979349 17.075770 -2.204750 0.396069

Antenna 145: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 10.227307 2.655465 -0.264339 2.559757 0.632851 -0.311848 10.227307 -2.427630 -0.197247

Antenna 145: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Shape 12.063600 12.063600 10.539761 10.032058 9.264320 2.993512 2.350958 3.714580 2.092090

Antenna 145: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Discontinuties 10.288762 6.071319 6.107126 1.664279 1.639998 2.167885 0.708562 10.288762 6.089194

Antenna 145: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 24.703677 15.717493 18.435981 23.391618 24.703677 6.754173 12.379639 2.752020 5.159782

Antenna 145: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 25.574905 18.131662 16.513840 25.574905 24.447338 4.308249 2.694104 2.022831 1.200057

Antenna 145: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 19.518094 16.539790 16.527247 19.518094 18.729190 4.254613 3.820704 5.547847 3.666695

Antenna 145: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 27.072548 16.141653 13.797400 27.072548 25.440133 11.101348 7.129205 5.600732 3.615199

Antenna 145: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 28.235116 13.543759 17.335743 26.246330 28.235116 15.691383 19.884723 16.796230 16.625922

Antenna 145: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Temporal Variability 43.568945 10.810431 21.412030 26.943668 30.238637 21.555024 43.568945 13.681489 22.617809

Antenna 145: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 25.171929 13.173878 19.038820 23.284110 25.171929 10.331014 19.879524 6.810414 18.552326

Antenna 145: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 49.779175 15.269858 17.545133 46.992663 49.779175 7.143886 13.020862 3.932110 7.943867

Antenna 145: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 32.483180 15.716444 13.950043 32.483180 30.190289 21.910181 14.349885 5.438007 3.021592

Antenna 145: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 30.644869 18.236603 16.063976 30.644869 28.173262 28.289154 21.839717 2.319988 1.248805

Antenna 145: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 35.623202 25.598044 26.921482 34.110751 35.623202 21.700307 21.054441 4.910120 5.170811
In [ ]: